<!DOCTYPE html>
<html lang="si">
<head>
    <meta http-equiv="content-type" content="text/html;charset=utf-8"/>
    <meta name="viewport" content="width=device-width, initial-scale=1.0"/>
    <meta name="description" content="HugingFace හි GPT2 ආකෘතියේ භාෂා ආකෘති සඳහා විවිධ නියැදි ක්රම අපි අත්හදා බලමු."/>

    <meta name="twitter:card" content="summary"/>
    <meta name="twitter:image:src" content="https://avatars1.githubusercontent.com/u/64068543?s=400&amp;v=4"/>
    <meta name="twitter:title" content="භාෂා ආකෘති සඳහා නියැදි ක්රම අත්හදා බැලීම"/>
    <meta name="twitter:description" content="HugingFace හි GPT2 ආකෘතියේ භාෂා ආකෘති සඳහා විවිධ නියැදි ක්රම අපි අත්හදා බලමු."/>
    <meta name="twitter:site" content="@labmlai"/>
    <meta name="twitter:creator" content="@labmlai"/>

    <meta property="og:url" content="https://nn.labml.ai/sampling/experiment.html"/>
    <meta property="og:title" content="භාෂා ආකෘති සඳහා නියැදි ක්රම අත්හදා බැලීම"/>
    <meta property="og:image" content="https://avatars1.githubusercontent.com/u/64068543?s=400&amp;v=4"/>
    <meta property="og:site_name" content="භාෂා ආකෘති සඳහා නියැදි ක්රම අත්හදා බැලීම"/>
    <meta property="og:type" content="object"/>
    <meta property="og:title" content="භාෂා ආකෘති සඳහා නියැදි ක්රම අත්හදා බැලීම"/>
    <meta property="og:description" content="HugingFace හි GPT2 ආකෘතියේ භාෂා ආකෘති සඳහා විවිධ නියැදි ක්රම අපි අත්හදා බලමු."/>

    <title>භාෂා ආකෘති සඳහා නියැදි ක්රම අත්හදා බැලීම</title>
    <link rel="shortcut icon" href="/icon.png"/>
    <link rel="stylesheet" href="../pylit.css?v=1">
    <link rel="canonical" href="https://nn.labml.ai/sampling/experiment.html"/>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex@0.13.18/dist/katex.min.css" integrity="sha384-zTROYFVGOfTw7JV7KUu8udsvW2fx4lWOsCEDqhBreBwlHI4ioVRtmIvEThzJHGET" crossorigin="anonymous">

    <!-- Global site tag (gtag.js) - Google Analytics -->
    <script async src="https://www.googletagmanager.com/gtag/js?id=G-4V3HC8HBLH"></script>
    <script>
        window.dataLayer = window.dataLayer || [];

        function gtag() {
            dataLayer.push(arguments);
        }

        gtag('js', new Date());

        gtag('config', 'G-4V3HC8HBLH');
    </script>
</head>
<body>
<div id='container'>
    <div id="background"></div>
    <div class='section'>
        <div class='docs'>
            <p>
                <a class="parent" href="/">home</a>
                <a class="parent" href="index.html">sampling</a>
            </p>
            <p>
                <a href="https://github.com/labmlai/annotated_deep_learning_paper_implementations" target="_blank">
                    <img alt="Github"
                         src="https://img.shields.io/github/stars/labmlai/annotated_deep_learning_paper_implementations?style=social"
                         style="max-width:100%;"/></a>
                <a href="https://twitter.com/labmlai" rel="nofollow" target="_blank">
                    <img alt="Twitter"
                         src="https://img.shields.io/twitter/follow/labmlai?style=social"
                         style="max-width:100%;"/></a>
            </p>
            <p>
                <a href="https://github.com/labmlai/annotated_deep_learning_paper_implementations/tree/master/labml_nn/sampling/experiment.py" target="_blank">
                    View code on Github</a>
            </p>
        </div>
    </div>
    <div class='section' id='section-0'>
        <div class='docs doc-strings'>
            <div class='section-link'>
                <a href='#section-0'>#</a>
            </div>
            <h1>භාෂාආකෘති සඳහා නියැදි ක්රම අත්හදා බැලීම</h1>
<ul><li><a href="greedy.html">කෑදර නියැදීම</a> </li>
<li><a href="temperature.html">උෂ්ණත්ව නියැදීම</a> </li>
<li><a href="top_k.html">ඉහළ-K නියැදීම්</a> </li>
<li><a href="nucleus.html">න්යෂ්ටික නියැදීම</a></li></ul>
<p>මෙමඅත්හදා බැලීම HugingFace හි GPT2 ආකෘතිය මත ඉහත නියැදි ශිල්පීය ක්රම භාවිතා කරයි. </p>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">18</span><span></span><span class="kn">import</span> <span class="nn">torch</span>
<span class="lineno">19</span>
<span class="lineno">20</span><span class="kn">from</span> <span class="nn">labml</span> <span class="kn">import</span> <span class="n">monit</span><span class="p">,</span> <span class="n">logger</span><span class="p">,</span> <span class="n">lab</span>
<span class="lineno">21</span>
<span class="lineno">22</span><span class="kn">from</span> <span class="nn">labml.logger</span> <span class="kn">import</span> <span class="n">Text</span>
<span class="lineno">23</span>
<span class="lineno">24</span><span class="kn">from</span> <span class="nn">labml_nn.sampling</span> <span class="kn">import</span> <span class="n">Sampler</span>
<span class="lineno">25</span><span class="kn">from</span> <span class="nn">labml_nn.sampling.greedy</span> <span class="kn">import</span> <span class="n">GreedySampler</span>
<span class="lineno">26</span><span class="kn">from</span> <span class="nn">labml_nn.sampling.nucleus</span> <span class="kn">import</span> <span class="n">NucleusSampler</span>
<span class="lineno">27</span><span class="kn">from</span> <span class="nn">labml_nn.sampling.temperature</span> <span class="kn">import</span> <span class="n">TemperatureSampler</span>
<span class="lineno">28</span><span class="kn">from</span> <span class="nn">labml_nn.sampling.top_k</span> <span class="kn">import</span> <span class="n">TopKSampler</span>
<span class="lineno">29</span><span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="n">GPT2Tokenizer</span><span class="p">,</span> <span class="n">GPT2LMHeadModel</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-1'>
        <div class='docs doc-strings'>
            <div class='section-link'>
                <a href='#section-1'>#</a>
            </div>
            <h2>ආකෘතියෙන්නියැදිය</h2>
<ul><li><code  class="highlight"><span></span><span class="n">model</span></code>
 සිට ආදර්ශ ආදර්ශ වේ </li>
<li><code  class="highlight"><span></span><span class="n">tokenizer</span></code>
 භාවිතා කිරීමට ටෝකනයිසර් වේ </li>
<li><code  class="highlight"><span></span><span class="n">sampler</span></code>
 භාවිතා කිරීමට නියැදිකරු වේ </li>
<li><code  class="highlight"><span></span><span class="n">n_samples</span></code>
 ජනනය කිරීමට සාම්පල සංඛ්යාව වේ </li>
<li><code  class="highlight"><span></span><span class="n">n_tokens</span></code>
 උත්පාදනය කිරීමට ටෝකන ගණන වේ </li>
<li><code  class="highlight"><span></span><span class="n">seq_len</span></code>
 ආකෘතිය සඳහා උපරිම අනුක්රමය දිග වේ </li>
<li><code  class="highlight"><span></span><span class="n">prompt</span></code>
 ආරම්භක විමසුම වේ</li></ul>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">32</span><span class="nd">@torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">()</span>
<span class="lineno">33</span><span class="k">def</span> <span class="nf">sample</span><span class="p">(</span><span class="n">model</span><span class="p">:</span> <span class="n">GPT2LMHeadModel</span><span class="p">,</span> <span class="n">tokenizer</span><span class="p">:</span> <span class="n">GPT2Tokenizer</span><span class="p">,</span> <span class="n">sampler</span><span class="p">:</span> <span class="n">Sampler</span><span class="p">,</span>
<span class="lineno">34</span>           <span class="n">n_samples</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">n_tokens</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">seq_len</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">prompt</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-2'>
        <div class='docs'>
            <div class='section-link'>
                <a href='#section-2'>#</a>
            </div>
            <p>ටෝකීස් <code  class="highlight"><span></span><span class="n">prompt</span></code>
 කර <code  class="highlight"><span></span><span class="n">n_samples</span></code>
 එහි පිටපත් සාදන්න </p>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">47</span>    <span class="n">data</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tile</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">tokenizer</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="n">prompt</span><span class="p">))[</span><span class="kc">None</span><span class="p">,</span> <span class="p">:],</span> <span class="p">(</span><span class="n">n_samples</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-3'>
        <div class='docs'>
            <div class='section-link'>
                <a href='#section-3'>#</a>
            </div>
            <p>මුද්රණයසඳහා ප්රතිදානය එකතු කරන්න </p>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">50</span>    <span class="n">logs</span> <span class="o">=</span> <span class="p">[[(</span><span class="n">prompt</span><span class="p">,</span> <span class="n">Text</span><span class="o">.</span><span class="n">meta</span><span class="p">)]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_samples</span><span class="p">)]</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-4'>
        <div class='docs'>
            <div class='section-link'>
                <a href='#section-4'>#</a>
            </div>
            <p>නියැදිය <code  class="highlight"><span></span><span class="n">n_tokens</span></code>
 </p>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">52</span>    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">monit</span><span class="o">.</span><span class="n">iterate</span><span class="p">(</span><span class="s1">&#39;Sample&#39;</span><span class="p">,</span> <span class="n">n_tokens</span><span class="p">):</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-5'>
        <div class='docs'>
            <div class='section-link'>
                <a href='#section-5'>#</a>
            </div>
            <p>උපරිමඅනුක්රමික දිගට දත්ත කපා </p>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">54</span>        <span class="n">data</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="o">-</span><span class="n">seq_len</span><span class="p">:]</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-6'>
        <div class='docs'>
            <div class='section-link'>
                <a href='#section-6'>#</a>
            </div>
            <p>ආදර්ශප්රතිදානය ලබා ගන්න. 'පිවිසීමට' හැඩය ඇත <code  class="highlight"><span></span><span class="p">[</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">seq_len</span><span class="p">,</span> <span class="n">n_tokens</span><span class="p">]</span></code>
 </p>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">56</span>        <span class="n">logits</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">data</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-7'>
        <div class='docs'>
            <div class='section-link'>
                <a href='#section-7'>#</a>
            </div>
            <p>අවසානටෝකනය ලබා ගන්න <code  class="highlight"><span></span><span class="n">logits</span></code>
 </p>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">58</span>        <span class="n">logits</span> <span class="o">=</span> <span class="n">logits</span><span class="p">[:,</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-8'>
        <div class='docs'>
            <div class='section-link'>
                <a href='#section-8'>#</a>
            </div>
            <p>වෙතින්නියැදිය <code  class="highlight"><span></span><span class="n">logits</span></code>
 </p>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">60</span>        <span class="n">res</span> <span class="o">=</span> <span class="n">sampler</span><span class="p">(</span><span class="n">logits</span><span class="p">)</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-9'>
        <div class='docs'>
            <div class='section-link'>
                <a href='#section-9'>#</a>
            </div>
            <p>දත්තවලට නියැදි ටෝකනය එක් කරන්න </p>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">62</span>        <span class="n">data</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">([</span><span class="n">data</span><span class="p">,</span> <span class="n">res</span><span class="p">[:,</span> <span class="kc">None</span><span class="p">]],</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-10'>
        <div class='docs'>
            <div class='section-link'>
                <a href='#section-10'>#</a>
            </div>
            <p>ලොග්වීම සඳහා නියැදි ටෝකනය විකේතනය කර එක් කරන්න </p>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">64</span>        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_samples</span><span class="p">):</span>
<span class="lineno">65</span>            <span class="n">logs</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="p">[(</span><span class="s1">&#39;&#39;</span> <span class="o">+</span> <span class="n">tokenizer</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="n">res</span><span class="p">[</span><span class="n">j</span><span class="p">]),</span> <span class="n">Text</span><span class="o">.</span><span class="n">value</span><span class="p">)]</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-11'>
        <div class='docs'>
            <div class='section-link'>
                <a href='#section-11'>#</a>
            </div>
            <p>නියැදිප්රතිදානයන් මුද්රණය කරන්න </p>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">68</span>    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_samples</span><span class="p">):</span>
<span class="lineno">69</span>        <span class="n">logger</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">logs</span><span class="p">[</span><span class="n">j</span><span class="p">])</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-12'>
        <div class='docs doc-strings'>
            <div class='section-link'>
                <a href='#section-12'>#</a>
            </div>
            <h3>විවිධනියැදි ක්රම උත්සාහ කරන්න</h3>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">72</span><span class="k">def</span> <span class="nf">main</span><span class="p">():</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-13'>
        <div class='docs'>
            <div class='section-link'>
                <a href='#section-13'>#</a>
            </div>
            <p>ආකෘතියසහ ටෝකනයිසර් පටවන්න </p>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">78</span>    <span class="k">with</span> <span class="n">monit</span><span class="o">.</span><span class="n">section</span><span class="p">(</span><span class="s1">&#39;Load tokenizer/model&#39;</span><span class="p">):</span>
<span class="lineno">79</span>        <span class="n">tokenizer</span> <span class="o">=</span> <span class="n">GPT2Tokenizer</span><span class="o">.</span><span class="n">from_pretrained</span><span class="p">(</span><span class="s1">&#39;gpt2&#39;</span><span class="p">,</span> <span class="n">cache_dir</span><span class="o">=</span><span class="n">lab</span><span class="o">.</span><span class="n">get_data_path</span><span class="p">()</span> <span class="o">/</span> <span class="s1">&#39;cache&#39;</span><span class="p">)</span>
<span class="lineno">80</span>        <span class="n">model</span> <span class="o">=</span> <span class="n">GPT2LMHeadModel</span><span class="o">.</span><span class="n">from_pretrained</span><span class="p">(</span><span class="s1">&#39;gpt2&#39;</span><span class="p">,</span> <span class="n">cache_dir</span><span class="o">=</span><span class="n">lab</span><span class="o">.</span><span class="n">get_data_path</span><span class="p">()</span> <span class="o">/</span> <span class="s1">&#39;cache&#39;</span><span class="p">)</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-14'>
        <div class='docs'>
            <div class='section-link'>
                <a href='#section-14'>#</a>
            </div>
            <p>ආකෘතියeval ප්රකාරයට සකසන්න </p>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">82</span>    <span class="n">model</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-15'>
        <div class='docs'>
            <div class='section-link'>
                <a href='#section-15'>#</a>
            </div>
            <p>නියැදීමසඳහා භාවිතා කිරීමට විමසනු ලැබේ </p>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">85</span>    <span class="n">prompt</span> <span class="o">=</span> <span class="s1">&#39;I saw an interesting dream last night. &#39;</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-16'>
        <div class='docs'>
            <div class='section-link'>
                <a href='#section-16'>#</a>
            </div>
            <p><a href="greedy.html">කෑදර නියැදීම</a> </p>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">88</span>    <span class="k">with</span> <span class="n">monit</span><span class="o">.</span><span class="n">section</span><span class="p">(</span><span class="s1">&#39;greedy&#39;</span><span class="p">):</span>
<span class="lineno">89</span>        <span class="n">sample</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">tokenizer</span><span class="p">,</span> <span class="n">GreedySampler</span><span class="p">(),</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">32</span><span class="p">,</span> <span class="mi">128</span><span class="p">,</span> <span class="n">prompt</span><span class="p">)</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-17'>
        <div class='docs'>
            <div class='section-link'>
                <a href='#section-17'>#</a>
            </div>
            <p><a href="temperature.html">උෂ්ණත්ව නියැදීම</a> </p>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">92</span>    <span class="k">with</span> <span class="n">monit</span><span class="o">.</span><span class="n">section</span><span class="p">(</span><span class="s1">&#39;temperature=1.&#39;</span><span class="p">):</span>
<span class="lineno">93</span>        <span class="n">sample</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">tokenizer</span><span class="p">,</span> <span class="n">TemperatureSampler</span><span class="p">(</span><span class="mf">1.</span><span class="p">),</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">32</span><span class="p">,</span> <span class="mi">128</span><span class="p">,</span> <span class="n">prompt</span><span class="p">)</span>
<span class="lineno">94</span>    <span class="k">with</span> <span class="n">monit</span><span class="o">.</span><span class="n">section</span><span class="p">(</span><span class="s1">&#39;temperature=.1&#39;</span><span class="p">):</span>
<span class="lineno">95</span>        <span class="n">sample</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">tokenizer</span><span class="p">,</span> <span class="n">TemperatureSampler</span><span class="p">(</span><span class="mf">.1</span><span class="p">),</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">32</span><span class="p">,</span> <span class="mi">128</span><span class="p">,</span> <span class="n">prompt</span><span class="p">)</span>
<span class="lineno">96</span>    <span class="k">with</span> <span class="n">monit</span><span class="o">.</span><span class="n">section</span><span class="p">(</span><span class="s1">&#39;temperature=10.&#39;</span><span class="p">):</span>
<span class="lineno">97</span>        <span class="n">sample</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">tokenizer</span><span class="p">,</span> <span class="n">TemperatureSampler</span><span class="p">(</span><span class="mf">10.</span><span class="p">),</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">32</span><span class="p">,</span> <span class="mi">128</span><span class="p">,</span> <span class="n">prompt</span><span class="p">)</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-18'>
        <div class='docs'>
            <div class='section-link'>
                <a href='#section-18'>#</a>
            </div>
            <p><a href="top_k.html">ඉහළ-K නියැදීම්</a> </p>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">100</span>    <span class="k">with</span> <span class="n">monit</span><span class="o">.</span><span class="n">section</span><span class="p">(</span><span class="s1">&#39;top_k=5&#39;</span><span class="p">):</span>
<span class="lineno">101</span>        <span class="n">sample</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">tokenizer</span><span class="p">,</span> <span class="n">TopKSampler</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">TemperatureSampler</span><span class="p">(</span><span class="mf">1.</span><span class="p">)),</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">32</span><span class="p">,</span> <span class="mi">128</span><span class="p">,</span> <span class="n">prompt</span><span class="p">)</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-19'>
        <div class='docs'>
            <div class='section-link'>
                <a href='#section-19'>#</a>
            </div>
            <p><a href="nucleus.html">න්යෂ්ටික නියැදීම</a> </p>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">104</span>    <span class="k">with</span> <span class="n">monit</span><span class="o">.</span><span class="n">section</span><span class="p">(</span><span class="s1">&#39;nucleus p=.95&#39;</span><span class="p">):</span>
<span class="lineno">105</span>        <span class="n">sample</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">tokenizer</span><span class="p">,</span> <span class="n">NucleusSampler</span><span class="p">(</span><span class="mf">0.95</span><span class="p">,</span> <span class="n">TemperatureSampler</span><span class="p">(</span><span class="mf">1.</span><span class="p">)),</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">32</span><span class="p">,</span> <span class="mi">128</span><span class="p">,</span> <span class="n">prompt</span><span class="p">)</span>
<span class="lineno">106</span>    <span class="k">with</span> <span class="n">monit</span><span class="o">.</span><span class="n">section</span><span class="p">(</span><span class="s1">&#39;nucleus p=.1&#39;</span><span class="p">):</span>
<span class="lineno">107</span>        <span class="n">sample</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">tokenizer</span><span class="p">,</span> <span class="n">NucleusSampler</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="n">TemperatureSampler</span><span class="p">(</span><span class="mf">1.</span><span class="p">)),</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">32</span><span class="p">,</span> <span class="mi">128</span><span class="p">,</span> <span class="n">prompt</span><span class="p">)</span></pre></div>
        </div>
    </div>
    <div class='section' id='section-20'>
        <div class='docs'>
            <div class='section-link'>
                <a href='#section-20'>#</a>
            </div>
            <p> </p>

        </div>
        <div class='code'>
            <div class="highlight"><pre><span class="lineno">110</span><span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
<span class="lineno">111</span>    <span class="n">main</span><span class="p">()</span></pre></div>
        </div>
    </div>
    <div class='footer'>
        <a href="https://papers.labml.ai">Trending Research Papers</a>
        <a href="https://labml.ai">labml.ai</a>
    </div>
</div>
<script src=../interactive.js?v=1"></script>
<script>
    function handleImages() {
        var images = document.querySelectorAll('p>img')

        for (var i = 0; i < images.length; ++i) {
            handleImage(images[i])
        }
    }

    function handleImage(img) {
        img.parentElement.style.textAlign = 'center'

        var modal = document.createElement('div')
        modal.id = 'modal'

        var modalContent = document.createElement('div')
        modal.appendChild(modalContent)

        var modalImage = document.createElement('img')
        modalContent.appendChild(modalImage)

        var span = document.createElement('span')
        span.classList.add('close')
        span.textContent = 'x'
        modal.appendChild(span)

        img.onclick = function () {
            console.log('clicked')
            document.body.appendChild(modal)
            modalImage.src = img.src
        }

        span.onclick = function () {
            document.body.removeChild(modal)
        }
    }

    handleImages()
</script>
</body>
</html>